{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Breast Cancer Diagnosis\n",
    "\n",
    "In this notebook we will apply the LogitBoost algorithm to a toy dataset to classify cases of breast cancer as benign or malignant."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style='darkgrid', palette='colorblind', color_codes=True)\n",
    "\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "from logitboost import LogitBoost"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the Data\n",
    "\n",
    "The breast cancer dataset imported from [scikit-learn](http://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_breast_cancer.html) contains 569 samples with 30 real, positive features (including cancer mass attributes like mean radius, mean texture, mean perimeter, et cetera).\n",
    "Of the samples, 212 are labeled \"malignant\" and 357 are labeled \"benign\".\n",
    "We load this data into a 569-by-30 feature matrix and a 569-dimensional target vector.\n",
    "Then we randomly shuffle the data and designate two thirds for training and one third for testing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = load_breast_cancer()\n",
    "X = data.data\n",
    "y = data.target_names[data.target]\n",
    "n_classes = data.target.size\n",
    "\n",
    "# Shuffle data and split it into training/testing samples\n",
    "test_size = 1 / 3\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size,\n",
    "                                                    shuffle=True, stratify=y,\n",
    "                                                    random_state=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Training Set\n",
    "\n",
    "Although the features are 30-dimensional, we can visualize the training set by using [t-distributed stochastic neighbor embedding](https://en.wikipedia.org/wiki/T-distributed_stochastic_neighbor_embedding) (t-SNE) to project the features onto a 2-dimensional space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 571,
       "width": 714
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsne = TSNE(n_components=2, random_state=0)\n",
    "X_train_tsne = tsne.fit_transform(X_train)\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "mask_benign = (y_train == 'benign')\n",
    "mask_malignant = (y_train == 'malignant')\n",
    "\n",
    "plt.scatter(X_train_tsne[mask_benign, 0], X_train_tsne[mask_benign, 1],\n",
    "           marker='s', c='g', label='benign', edgecolor='k', alpha=0.7)\n",
    "plt.scatter(X_train_tsne[mask_malignant, 0], X_train_tsne[mask_malignant, 1],\n",
    "           marker='o', c='r', label='malignant', edgecolor='k', alpha=0.7)\n",
    "\n",
    "\n",
    "plt.title('t-SNE plot of the training data')\n",
    "plt.xlabel('1st embedding axis')\n",
    "plt.ylabel('2nd embedding axis')\n",
    "plt.legend(loc='best', frameon=True, shadow=True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fitting the LogitBoost Model\n",
    "\n",
    "Next, we initialize a LogitBoost classifier and fit it to the training data.\n",
    "By default, LogitBoost uses decision stumps (decision trees with depth 1, i.e., a single split) as its base estimator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogitBoost(base_estimator=None, bootstrap=False, learning_rate=1.0,\n",
       "           max_response=4.0, n_estimators=200, random_state=0,\n",
       "           weight_trim_quantile=0.05)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lboost = LogitBoost(n_estimators=200, random_state=0)\n",
    "lboost.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction Accuracy\n",
    "\n",
    "As a first indicator of how well the model predicts the correct labels, we can check its accuracy score (number of correct predictions over the number of total predictions) on the training and test data.\n",
    "If the classifier is good, then the accuracy score should be close to 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy: 0.9947\n",
      "Test accuracy:     0.9737\n"
     ]
    }
   ],
   "source": [
    "y_pred_train = lboost.predict(X_train)\n",
    "y_pred_test = lboost.predict(X_test)\n",
    "\n",
    "accuracy_train = accuracy_score(y_train, y_pred_train)\n",
    "accuracy_test = accuracy_score(y_test, y_pred_test)\n",
    "\n",
    "print('Training accuracy: %.4f' % accuracy_train)\n",
    "print('Test accuracy:     %.4f' % accuracy_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Precision and Recall\n",
    "\n",
    "We can also report our LogitBoost model's [precision and recall](https://en.wikipedia.org/wiki/Precision_and_recall)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "      benign       0.99      1.00      1.00       238\n",
      "   malignant       1.00      0.99      0.99       141\n",
      "\n",
      "    accuracy                           0.99       379\n",
      "   macro avg       1.00      0.99      0.99       379\n",
      "weighted avg       0.99      0.99      0.99       379\n",
      "\n",
      "Testing\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "      benign       0.97      0.98      0.98       119\n",
      "   malignant       0.97      0.96      0.96        71\n",
      "\n",
      "    accuracy                           0.97       190\n",
      "   macro avg       0.97      0.97      0.97       190\n",
      "weighted avg       0.97      0.97      0.97       190\n",
      "\n"
     ]
    }
   ],
   "source": [
    "report_train = classification_report(y_train, y_pred_train)\n",
    "report_test = classification_report(y_test, y_pred_test)\n",
    "print('Training\\n%s' % report_train)\n",
    "print('Testing\\n%s' % report_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing Accuracy During Boosting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 571,
       "width": 713
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "iterations = np.arange(1, lboost.n_estimators + 1)\n",
    "staged_accuracy_train = list(lboost.staged_score(X_train, y_train))\n",
    "staged_accuracy_test = list(lboost.staged_score(X_test, y_test))\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(iterations, staged_accuracy_train, label='Training', marker='.')\n",
    "plt.plot(iterations, staged_accuracy_test, label='Test', marker='.')\n",
    "\n",
    "plt.xlabel('Iteration')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title('Ensemble accuracy during each boosting iteration')\n",
    "plt.legend(loc='best', shadow=True, frameon=True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contribution of Each Estimator in the Ensemble\n",
    "\n",
    "Like other ensemble models, the LogitBoost model can suffer from *over-specialization*: estimators added to the ensemble in later boosting iterations make relatively small or even negligible contributions toward improving the overall predictions on the training set.\n",
    "This can be quantified by computing the mean of the absolute prediction of each estimator in the ensemble taken over the training set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 499,
       "width": 612
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "contrib_train = lboost.contributions(X_train)\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(iterations, contrib_train, lw=2)\n",
    "plt.xlabel('Estimator Number')\n",
    "plt.ylabel('Average Absolute Contribution')\n",
    "plt.title('Average absolute contribution of the estimators in the ensemble')\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix: System Information\n",
    "\n",
    "This is included for replicability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Machine\n",
      "=======\n",
      "      Platform: Darwin-18.7.0-x86_64-i386-64bit\n",
      "  Machine Type: x86_64\n",
      "     Processor: i386\n",
      "\n",
      "Python\n",
      "======\n",
      "       Version: 3.7.2 (v3.7.2:9a3ffc0492, Dec 24 2018, 02:44:43) \n",
      "                [Clang 6.0 (clang-600.0.57)]\n",
      "Implementation: CPython\n",
      "\n",
      "Packages\n",
      "========\n",
      "         numpy: 1.17.2\n",
      "         scipy: 1.3.1\n",
      "    matplotlib: 3.1.1\n",
      "       seaborn: 0.9.0\n",
      "       sklearn: 0.21.3\n"
     ]
    }
   ],
   "source": [
    "# sys_info.py is a file in the same directory as these example notebooks:\n",
    "# doc/source/examples\n",
    "import sys_info"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
